{"id":"W1496129277","doi":"10.18438/b8sc8q","title":"PhD Studentships at University of Salford, United Kingdom","year":2014,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Kingdom; Library science; Media studies; Computer science; Sociology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007226711,0.00007673362,0.0001100669,0.0001683986,0.0006977511,0.0000230454,0.0001582108,0.00009351489,0.001399918],"category_scores_gemma":[0.001476805,0.00007536021,0.00002625634,0.000354678,0.00006491681,0.05461809,0.0001413535,0.0002517755,0.0002308933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002674364,"about_ca_system_score_gemma":0.0002145928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008079667,"about_ca_topic_score_gemma":9.714873e-7,"domain_scores_codex":[0.9986013,0.0006520467,0.0003168187,0.0000901997,0.0001864477,0.0001532475],"domain_scores_gemma":[0.9962035,0.002869789,0.0004753486,0.0001963097,0.0001329294,0.0001220799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007257416,0.0001305173,0.01894954,0.000572097,0.00002977269,5.5906e-7,0.004872081,0.000221289,0.00002866572,0.9370741,0.03477468,0.002620982],"study_design_scores_gemma":[0.0004359983,0.00008744338,0.03339838,0.0002567013,0.00002493597,7.934767e-7,0.006162688,0.002049037,0.00001746226,0.00006360536,0.9574214,0.00008155196],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5613905,0.0004617585,0.01150081,0.3579047,0.001371542,0.001358195,0.00007599423,0.0004029369,0.06553359],"genre_scores_gemma":[0.9617972,0.001097744,0.002575055,0.03250126,0.00008652789,0.000005299898,0.0001354856,0.000006867558,0.001794575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9370105,"threshold_uncertainty_score":0.9995129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1747102229878167,"score_gpt":0.4426617704593833,"score_spread":0.2679515474715666,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}